{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  项目名称：中国500强设计人才需求现状\n",
    "- 类别数据：*公司类别[中国500强]*  、 *38种行业* 、 *关键词[设计]* 、翻页\n",
    "- 本项目产出关于中国500强各行业招聘设计人才的数据，以解决设计人才就业需求及特性的就业分析问题。\n",
    "- 项目产出参考资料：[2019互联网新兴人才白皮书](http://www.199it.com/archives/989142.html)\n",
    "\n",
    "\n",
    "# 数据最小可用产品\n",
    "1. 数据产品的数据类型：Excel表格，有行业及热门公司类型筛选,共有885条数据内容\n",
    " \n",
    " 数据：  \n",
    " - 公司类型:'中国500强'\n",
    " - 行业分类:包括'互联网/电商','家具/家电','批发零售','教育培训','电子/芯片/半导体','游戏产业','计算机软件','IT服务','房地产/建筑'等38种行业\n",
    " - 包括基础的数据：edu、经验、薪水、时间、职称、公司地点、公司名称、链结、公司URL\n",
    "2. 使用的价值：\n",
    " - 根据数据分析当前中国五百强对设计人才的需求\n",
    " - 分析哪个领域对设计人才的需求最大或最小？\n",
    " - 分析有关设计的职位有哪些\n",
    " - 分析哪一个公司对设计人才的需求大？\n",
    " - 了解当前市场的薪资水平以及对学历的要求\n",
    "3. 解决的问题：产出对中国500强设计行业现状的数据分析\n",
    "\n",
    "# 挖掘Query参数\n",
    "- compTag:公司类型\n",
    "- industries:行业\n",
    "- curPage:自动翻页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [],
   "source": [
    "def requests_liepin( url, params):\n",
    "    r = session.get( url , params = payload)\n",
    "    # 先取特定元素, 精准打击其子后辈\n",
    "    主要元素 = r.html.xpath( '//ul[@class=\"sojob-list\"]/li')\n",
    "\n",
    "    \n",
    "    # 作为xpath字典，键为我要抓的牛肉名称，值为xpath\n",
    "    dict_xpaths={ \n",
    "        'text': {\n",
    "            'edu':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]',\n",
    "            '经验':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]/following-sibling::span',\n",
    "            '薪水':    '//div[contains(@class,\"job-info\")]/p/span[@class=\"text-warning\"]', \n",
    "            '时间':    '//div[contains(@class,\"job-info\")]/p/time/@title', \n",
    "            '职称':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司地点': '//div[contains(@class,\"job-info\")]/p/a',\n",
    "            '公司名称': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        },\n",
    "        'text_content': {\n",
    "        },\n",
    "        'href': {\n",
    "            '链结':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司URL': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        }\n",
    "    }\n",
    "\n",
    "    def get_e_text_content(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [e.xpath(_xpath_)[0].lxml.text_content() for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_text(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [\"\".join([x.strip() if type(x) is str else x.text.strip() for x in e.xpath(_xpath_)]) for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_href(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [list(e.xpath(_xpath_, first=True).absolute_links)[0] \\\n",
    "                   if len(e.xpath(_xpath_, first=True).absolute_links) >= 1  \\\n",
    "                   else \"\" for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    # 只对主要元素下进行.xpath取值\n",
    "    数据字典 = dict()\n",
    "    数据字典 = {k:get_e_text_content(v) for k,v in dict_xpaths['text_content'].items()}\n",
    "    数据字典.update({k:get_e_text(v) for k,v in dict_xpaths['text'].items()})\n",
    "    数据字典.update({k:get_e_href(v) for k,v in dict_xpaths['href'].items()})\n",
    "\n",
    "    数据 = pd.DataFrame(数据字典)\n",
    "    #数据.to_excel(\"20春_Web数据挖掘_week03_liepin.xlsx\", sheet_name=\"搜查结果\")\n",
    "    return (数据)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from requests_html import HTMLSession\n",
    "from urllib.parse import urlparse, parse_qs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 公司"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'中国500强': '/zhaopin/?init=-1&headckid=4dac2f2e0e484247&flushckid=1&fromSearchBtn=2&compTag=155&ckid=8e19bfc2d33ba106&curPage=9&industryType=industry_01&industries=040&key=%E8%AE%BE%E8%AE%A1&siTag=sIiQpu87ZSGFc-2QdwsI_Q%7E1p1Hf6Iytm4nd3ac31P45g&d_sfrom=search_prime&d_ckId=795cc15903aa467ff4ed36c020e2b667&d_curPage=0&d_pageSize=40&d_headId=795cc15903aa467ff4ed36c020e2b667',\n",
       " '2018互联网300强': '/zhaopin/?init=-1&headckid=4dac2f2e0e484247&flushckid=1&fromSearchBtn=2&compTag=182&ckid=8e19bfc2d33ba106&curPage=9&industryType=industry_01&industries=040&key=%E8%AE%BE%E8%AE%A1&siTag=sIiQpu87ZSGFc-2QdwsI_Q%7E1p1Hf6Iytm4nd3ac31P45g&d_sfrom=search_prime&d_ckId=795cc15903aa467ff4ed36c020e2b667&d_curPage=0&d_pageSize=40&d_headId=795cc15903aa467ff4ed36c020e2b667',\n",
       " '制造业500强': '/zhaopin/?init=-1&headckid=4dac2f2e0e484247&flushckid=1&fromSearchBtn=2&compTag=186&ckid=8e19bfc2d33ba106&curPage=9&industryType=industry_01&industries=040&key=%E8%AE%BE%E8%AE%A1&siTag=sIiQpu87ZSGFc-2QdwsI_Q%7E1p1Hf6Iytm4nd3ac31P45g&d_sfrom=search_prime&d_ckId=795cc15903aa467ff4ed36c020e2b667&d_curPage=0&d_pageSize=40&d_headId=795cc15903aa467ff4ed36c020e2b667',\n",
       " 'AI创新成长50强 ': '/zhaopin/?init=-1&headckid=4dac2f2e0e484247&flushckid=1&fromSearchBtn=2&compTag=189&ckid=8e19bfc2d33ba106&curPage=9&industryType=industry_01&industries=040&key=%E8%AE%BE%E8%AE%A1&siTag=sIiQpu87ZSGFc-2QdwsI_Q%7E1p1Hf6Iytm4nd3ac31P45g&d_sfrom=search_prime&d_ckId=795cc15903aa467ff4ed36c020e2b667&d_curPage=0&d_pageSize=40&d_headId=795cc15903aa467ff4ed36c020e2b667',\n",
       " '独角兽': '/zhaopin/?init=-1&headckid=4dac2f2e0e484247&flushckid=1&fromSearchBtn=2&compTag=130&ckid=8e19bfc2d33ba106&curPage=9&industryType=industry_01&industries=040&key=%E8%AE%BE%E8%AE%A1&siTag=sIiQpu87ZSGFc-2QdwsI_Q%7E1p1Hf6Iytm4nd3ac31P45g&d_sfrom=search_prime&d_ckId=795cc15903aa467ff4ed36c020e2b667&d_curPage=0&d_pageSize=40&d_headId=795cc15903aa467ff4ed36c020e2b667',\n",
       " '上市公司': '/zhaopin/?init=-1&headckid=4dac2f2e0e484247&flushckid=1&fromSearchBtn=2&compTag=156&ckid=8e19bfc2d33ba106&curPage=9&industryType=industry_01&industries=040&key=%E8%AE%BE%E8%AE%A1&siTag=sIiQpu87ZSGFc-2QdwsI_Q%7E1p1Hf6Iytm4nd3ac31P45g&d_sfrom=search_prime&d_ckId=795cc15903aa467ff4ed36c020e2b667&d_curPage=0&d_pageSize=40&d_headId=795cc15903aa467ff4ed36c020e2b667'}"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "公司 = r.html.xpath('//div[@data-selector=\"search-conditions\"]')\n",
    "\n",
    "公司数据选择器链结 = r.html.xpath('//div[@data-selector=\"search-conditions\"]')[0] \\\n",
    "                    .xpath('//dt[@class=\"search-title\"]/following-sibling::dd')[0] \\\n",
    "                    .xpath('//div[contains(@class,\"hot-comp-tags\")]/a')\n",
    "公司数据选择器链结\n",
    "\n",
    "公司数据选择器链结 = { x.xpath(\"a/text()\")[0]:x.xpath(\"a/@href\")[0] for x in 公司数据选择器链结}\n",
    "公司数据选择器链结"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scheme      1\n",
      "netloc      1\n",
      "path        1\n",
      "params      1\n",
      "query       6\n",
      "fragment    1\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "df = pd.DataFrame([ urlparse(x) for x in 公司数据选择器链结.values()])\n",
    "print(df.nunique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "init             1\n",
      "headckid         1\n",
      "flushckid        1\n",
      "fromSearchBtn    1\n",
      "compTag          6\n",
      "ckid             1\n",
      "curPage          1\n",
      "industryType     1\n",
      "industries       1\n",
      "key              1\n",
      "siTag            1\n",
      "d_sfrom          1\n",
      "d_ckId           1\n",
      "d_curPage        1\n",
      "d_pageSize       1\n",
      "d_headId         1\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>init</th>\n",
       "      <th>headckid</th>\n",
       "      <th>flushckid</th>\n",
       "      <th>fromSearchBtn</th>\n",
       "      <th>compTag</th>\n",
       "      <th>ckid</th>\n",
       "      <th>curPage</th>\n",
       "      <th>industryType</th>\n",
       "      <th>industries</th>\n",
       "      <th>key</th>\n",
       "      <th>siTag</th>\n",
       "      <th>d_sfrom</th>\n",
       "      <th>d_ckId</th>\n",
       "      <th>d_curPage</th>\n",
       "      <th>d_pageSize</th>\n",
       "      <th>d_headId</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-1</td>\n",
       "      <td>4dac2f2e0e484247</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>155</td>\n",
       "      <td>8e19bfc2d33ba106</td>\n",
       "      <td>9</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>040</td>\n",
       "      <td>设计</td>\n",
       "      <td>sIiQpu87ZSGFc-2QdwsI_Q~1p1Hf6Iytm4nd3ac31P45g</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>795cc15903aa467ff4ed36c020e2b667</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>795cc15903aa467ff4ed36c020e2b667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1</td>\n",
       "      <td>4dac2f2e0e484247</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>182</td>\n",
       "      <td>8e19bfc2d33ba106</td>\n",
       "      <td>9</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>040</td>\n",
       "      <td>设计</td>\n",
       "      <td>sIiQpu87ZSGFc-2QdwsI_Q~1p1Hf6Iytm4nd3ac31P45g</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>795cc15903aa467ff4ed36c020e2b667</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>795cc15903aa467ff4ed36c020e2b667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1</td>\n",
       "      <td>4dac2f2e0e484247</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>186</td>\n",
       "      <td>8e19bfc2d33ba106</td>\n",
       "      <td>9</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>040</td>\n",
       "      <td>设计</td>\n",
       "      <td>sIiQpu87ZSGFc-2QdwsI_Q~1p1Hf6Iytm4nd3ac31P45g</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>795cc15903aa467ff4ed36c020e2b667</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>795cc15903aa467ff4ed36c020e2b667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1</td>\n",
       "      <td>4dac2f2e0e484247</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>189</td>\n",
       "      <td>8e19bfc2d33ba106</td>\n",
       "      <td>9</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>040</td>\n",
       "      <td>设计</td>\n",
       "      <td>sIiQpu87ZSGFc-2QdwsI_Q~1p1Hf6Iytm4nd3ac31P45g</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>795cc15903aa467ff4ed36c020e2b667</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>795cc15903aa467ff4ed36c020e2b667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-1</td>\n",
       "      <td>4dac2f2e0e484247</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>130</td>\n",
       "      <td>8e19bfc2d33ba106</td>\n",
       "      <td>9</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>040</td>\n",
       "      <td>设计</td>\n",
       "      <td>sIiQpu87ZSGFc-2QdwsI_Q~1p1Hf6Iytm4nd3ac31P45g</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>795cc15903aa467ff4ed36c020e2b667</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>795cc15903aa467ff4ed36c020e2b667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  init          headckid flushckid fromSearchBtn compTag              ckid  \\\n",
       "0   -1  4dac2f2e0e484247         1             2     155  8e19bfc2d33ba106   \n",
       "1   -1  4dac2f2e0e484247         1             2     182  8e19bfc2d33ba106   \n",
       "2   -1  4dac2f2e0e484247         1             2     186  8e19bfc2d33ba106   \n",
       "3   -1  4dac2f2e0e484247         1             2     189  8e19bfc2d33ba106   \n",
       "4   -1  4dac2f2e0e484247         1             2     130  8e19bfc2d33ba106   \n",
       "\n",
       "  curPage industryType industries key  \\\n",
       "0       9  industry_01        040  设计   \n",
       "1       9  industry_01        040  设计   \n",
       "2       9  industry_01        040  设计   \n",
       "3       9  industry_01        040  设计   \n",
       "4       9  industry_01        040  设计   \n",
       "\n",
       "                                           siTag       d_sfrom  \\\n",
       "0  sIiQpu87ZSGFc-2QdwsI_Q~1p1Hf6Iytm4nd3ac31P45g  search_prime   \n",
       "1  sIiQpu87ZSGFc-2QdwsI_Q~1p1Hf6Iytm4nd3ac31P45g  search_prime   \n",
       "2  sIiQpu87ZSGFc-2QdwsI_Q~1p1Hf6Iytm4nd3ac31P45g  search_prime   \n",
       "3  sIiQpu87ZSGFc-2QdwsI_Q~1p1Hf6Iytm4nd3ac31P45g  search_prime   \n",
       "4  sIiQpu87ZSGFc-2QdwsI_Q~1p1Hf6Iytm4nd3ac31P45g  search_prime   \n",
       "\n",
       "                             d_ckId d_curPage d_pageSize  \\\n",
       "0  795cc15903aa467ff4ed36c020e2b667         0         40   \n",
       "1  795cc15903aa467ff4ed36c020e2b667         0         40   \n",
       "2  795cc15903aa467ff4ed36c020e2b667         0         40   \n",
       "3  795cc15903aa467ff4ed36c020e2b667         0         40   \n",
       "4  795cc15903aa467ff4ed36c020e2b667         0         40   \n",
       "\n",
       "                           d_headId  \n",
       "0  795cc15903aa467ff4ed36c020e2b667  \n",
       "1  795cc15903aa467ff4ed36c020e2b667  \n",
       "2  795cc15903aa467ff4ed36c020e2b667  \n",
       "3  795cc15903aa467ff4ed36c020e2b667  \n",
       "4  795cc15903aa467ff4ed36c020e2b667  "
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 针对query 再解析之 \n",
    "df_qs = pd.DataFrame([{k:v[0] for k,v in parse_qs(x).items()} for x in df['query'] ])\n",
    "print (df_qs.nunique())\n",
    "df_qs.head()\n",
    "# df_qs['compTag']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'中国500强': '155', '2018互联网300强': '182', '制造业500强': '186', 'AI创新成长50强 ': '189', '独角兽': '130', '上市公司': '156'}\n"
     ]
    }
   ],
   "source": [
    "def parse_url_qs_for_compTag(url):\n",
    "    six_parts = urlparse(url) \n",
    "    out = parse_qs(six_parts.query)\n",
    "    return (out)\n",
    "\n",
    "参数模板 = parse_url_qs_for_compTag(list(公司数据选择器链结.values())[0])\n",
    "\n",
    "字典_compTag = { k:parse_url_qs_for_compTag(v)['compTag'][0] for k,v in 公司数据选择器链结.items()}\n",
    "print(字典_compTag)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 行业"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'互联网/电商': '/zhaopin/?subIndustry=&init=-1&industryType=industry_01&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=040&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '游戏产业': '/zhaopin/?subIndustry=&init=-1&industryType=industry_01&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=420&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '计算机软件': '/zhaopin/?subIndustry=&init=-1&industryType=industry_01&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=010&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " 'IT服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_01&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=030&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '电子/芯片/半导体': '/zhaopin/?subIndustry=&init=-1&industryType=industry_02&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=050&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '通信业': '/zhaopin/?subIndustry=&init=-1&industryType=industry_02&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=060&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '计算机/网络设备': '/zhaopin/?subIndustry=&init=-1&industryType=industry_02&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=020&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '房地产/建筑': '/zhaopin/?subIndustry=&init=-1&industryType=industry_03&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=080&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '规划/设计/装潢': '/zhaopin/?subIndustry=&init=-1&industryType=industry_03&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=100&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '房地产服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_03&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=090&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '银行': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=130&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '保险': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=140&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '基金/证券/投资': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=150&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '会计/审计': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=430&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '信托/担保/拍卖': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=500&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '快消品': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=190&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '批发零售': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=240&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '服装纺织': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=200&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '家具/家电': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=210&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '办公设备': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=220&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '奢侈品/收藏品': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=460&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '珠宝/玩具/工艺品': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=470&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '汽车/摩托车': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=350&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '机械/机电/重工': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=360&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '印刷/包装/造纸': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=180&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '原材料加工': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=370&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '仪器/电气/自动化': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=340&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '制药/生物工程': '/zhaopin/?subIndustry=&init=-1&industryType=industry_10&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=270&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '医疗/保健/美容': '/zhaopin/?subIndustry=&init=-1&industryType=industry_10&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=280&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '医疗器械': '/zhaopin/?subIndustry=&init=-1&industryType=industry_10&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=290&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '能源/水利': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=330&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '石油/化工': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=310&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '采掘/冶炼/矿产': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=320&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '环保': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=300&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '新能源': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=490&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '专业服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=120&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '中介服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=110&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '外包服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=440&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '检测/认证': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=450&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '餐饮/酒旅/服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=230&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '文体娱乐': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=260&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '租赁服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=510&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '广告/市场/会展': '/zhaopin/?subIndustry=&init=-1&industryType=industry_08&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=070&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '影视文化': '/zhaopin/?subIndustry=&init=-1&industryType=industry_08&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=170&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '教育培训': '/zhaopin/?subIndustry=&init=-1&industryType=industry_08&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=380&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '交通/物流/运输': '/zhaopin/?subIndustry=&init=-1&industryType=industry_09&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=250&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '贸易/进出口': '/zhaopin/?subIndustry=&init=-1&industryType=industry_09&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=160&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '航空/航天': '/zhaopin/?subIndustry=&init=-1&industryType=industry_09&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=480&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '政务/公共服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_12&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=390&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '农林牧渔': '/zhaopin/?subIndustry=&init=-1&industryType=industry_12&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=410&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01',\n",
       " '其他行业': '/zhaopin/?subIndustry=&init=-1&industryType=industry_12&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=400&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01'}"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "session = HTMLSession()\n",
    "url = \"https://www.liepin.com/zhaopin/\"\n",
    "r = session.get( url )\n",
    "行业 = r.html.xpath('//ul[@class=\"clearfix\"]/li/span/text()')               \n",
    "行业数据选择器链结 = r.html.xpath('//div[@data-selector=\"search-conditions\"]')[0] \\\n",
    "                    .xpath('//dt[@class=\"search-title\"]/following-sibling::dd')[1] \\\n",
    "                    .xpath('//div[contains(@class,\"sub-industry\")]/a')             \n",
    "行业数据选择器链结\n",
    "\n",
    "行业数据选择器链结 = { x.xpath(\"a/text()\")[0]:x.xpath(\"a/@href\")[0] for x in 行业数据选择器链结}\n",
    "行业数据选择器链结"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 51 entries, 0 to 50\n",
      "Data columns (total 6 columns):\n",
      " #   Column    Non-Null Count  Dtype \n",
      "---  ------    --------------  ----- \n",
      " 0   scheme    51 non-null     object\n",
      " 1   netloc    51 non-null     object\n",
      " 2   path      51 non-null     object\n",
      " 3   params    51 non-null     object\n",
      " 4   query     51 non-null     object\n",
      " 5   fragment  51 non-null     object\n",
      "dtypes: object(6)\n",
      "memory usage: 2.5+ KB\n",
      "scheme       1\n",
      "netloc       1\n",
      "path         1\n",
      "params       1\n",
      "query       51\n",
      "fragment     1\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# 使用 pd.DataFrame进行 unuinque()相异值计量比对\n",
    "df = pd.DataFrame([ urlparse(x) for x in 行业数据选择器链结.values()])\n",
    "df.info()\n",
    "print(df.nunique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "init              1\n",
      "industryType     12\n",
      "headckid          1\n",
      "flushckid         1\n",
      "fromSearchBtn     1\n",
      "industries       51\n",
      "ckid              1\n",
      "siTag             1\n",
      "d_sfrom           1\n",
      "d_ckId            1\n",
      "d_curPage         1\n",
      "d_pageSize        1\n",
      "d_headId          1\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>init</th>\n",
       "      <th>industryType</th>\n",
       "      <th>headckid</th>\n",
       "      <th>flushckid</th>\n",
       "      <th>fromSearchBtn</th>\n",
       "      <th>industries</th>\n",
       "      <th>ckid</th>\n",
       "      <th>siTag</th>\n",
       "      <th>d_sfrom</th>\n",
       "      <th>d_ckId</th>\n",
       "      <th>d_curPage</th>\n",
       "      <th>d_pageSize</th>\n",
       "      <th>d_headId</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-1</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>a4af28fe70d042a7</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>040</td>\n",
       "      <td>a4af28fe70d042a7</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>41f50a78d15f51e6443ce15174448d01</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>41f50a78d15f51e6443ce15174448d01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>a4af28fe70d042a7</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>420</td>\n",
       "      <td>a4af28fe70d042a7</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>41f50a78d15f51e6443ce15174448d01</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>41f50a78d15f51e6443ce15174448d01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>a4af28fe70d042a7</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>010</td>\n",
       "      <td>a4af28fe70d042a7</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>41f50a78d15f51e6443ce15174448d01</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>41f50a78d15f51e6443ce15174448d01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>a4af28fe70d042a7</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>030</td>\n",
       "      <td>a4af28fe70d042a7</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>41f50a78d15f51e6443ce15174448d01</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>41f50a78d15f51e6443ce15174448d01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-1</td>\n",
       "      <td>industry_02</td>\n",
       "      <td>a4af28fe70d042a7</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>050</td>\n",
       "      <td>a4af28fe70d042a7</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>41f50a78d15f51e6443ce15174448d01</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>41f50a78d15f51e6443ce15174448d01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  init industryType          headckid flushckid fromSearchBtn industries  \\\n",
       "0   -1  industry_01  a4af28fe70d042a7         1             2        040   \n",
       "1   -1  industry_01  a4af28fe70d042a7         1             2        420   \n",
       "2   -1  industry_01  a4af28fe70d042a7         1             2        010   \n",
       "3   -1  industry_01  a4af28fe70d042a7         1             2        030   \n",
       "4   -1  industry_02  a4af28fe70d042a7         1             2        050   \n",
       "\n",
       "               ckid                                          siTag  \\\n",
       "0  a4af28fe70d042a7  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw   \n",
       "1  a4af28fe70d042a7  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw   \n",
       "2  a4af28fe70d042a7  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw   \n",
       "3  a4af28fe70d042a7  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw   \n",
       "4  a4af28fe70d042a7  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw   \n",
       "\n",
       "          d_sfrom                            d_ckId d_curPage d_pageSize  \\\n",
       "0  search_unknown  41f50a78d15f51e6443ce15174448d01         0         40   \n",
       "1  search_unknown  41f50a78d15f51e6443ce15174448d01         0         40   \n",
       "2  search_unknown  41f50a78d15f51e6443ce15174448d01         0         40   \n",
       "3  search_unknown  41f50a78d15f51e6443ce15174448d01         0         40   \n",
       "4  search_unknown  41f50a78d15f51e6443ce15174448d01         0         40   \n",
       "\n",
       "                           d_headId  \n",
       "0  41f50a78d15f51e6443ce15174448d01  \n",
       "1  41f50a78d15f51e6443ce15174448d01  \n",
       "2  41f50a78d15f51e6443ce15174448d01  \n",
       "3  41f50a78d15f51e6443ce15174448d01  \n",
       "4  41f50a78d15f51e6443ce15174448d01  "
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 针对query 再解析之 \n",
    "df_qs = pd.DataFrame([{k:v[0] for k,v in parse_qs(x).items()} for x in df['query'] ])\n",
    "print (df_qs.nunique())\n",
    "df_qs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['040'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01']}\n",
      "{'互联网/电商': '040', '游戏产业': '420', '计算机软件': '010', 'IT服务': '030', '电子/芯片/半导体': '050', '通信业': '060', '计算机/网络设备': '020', '房地产/建筑': '080', '规划/设计/装潢': '100', '房地产服务': '090', '银行': '130', '保险': '140', '基金/证券/投资': '150', '会计/审计': '430', '信托/担保/拍卖': '500', '快消品': '190', '批发零售': '240', '服装纺织': '200', '家具/家电': '210', '办公设备': '220', '奢侈品/收藏品': '460', '珠宝/玩具/工艺品': '470', '汽车/摩托车': '350', '机械/机电/重工': '360', '印刷/包装/造纸': '180', '原材料加工': '370', '仪器/电气/自动化': '340', '制药/生物工程': '270', '医疗/保健/美容': '280', '医疗器械': '290', '能源/水利': '330', '石油/化工': '310', '采掘/冶炼/矿产': '320', '环保': '300', '新能源': '490', '专业服务': '120', '中介服务': '110', '外包服务': '440', '检测/认证': '450', '餐饮/酒旅/服务': '230', '文体娱乐': '260', '租赁服务': '510', '广告/市场/会展': '070', '影视文化': '170', '教育培训': '380', '交通/物流/运输': '250', '贸易/进出口': '160', '航空/航天': '480', '政务/公共服务': '390', '农林牧渔': '410', '其他行业': '400'}\n"
     ]
    }
   ],
   "source": [
    "# 建构 参数模板 及 字典_industries\n",
    "def parse_url_qs_for_industries (url):\n",
    "    six_parts = urlparse(url) \n",
    "    out = parse_qs(six_parts.query)\n",
    "    return (out)\n",
    "\n",
    "\n",
    "参数模板 = parse_url_qs_for_industries(list(行业数据选择器链结.values())[0])\n",
    "print(参数模板)\n",
    "\n",
    "[ parse_url_qs_for_industries(x)['industries'][0] for x in 行业数据选择器链结.values()]\n",
    "\n",
    "字典_industries = { k:parse_url_qs_for_industries(v)['industries'][0] for k,v in 行业数据选择器链结.items()}\n",
    "print (字典_industries)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# curPage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'2': '/zhaopin/?init=-1&headckid=a4af28fe70d042a7&fromSearchBtn=2&ckid=a4af28fe70d042a7°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01&curPage=1', '3': '/zhaopin/?init=-1&headckid=a4af28fe70d042a7&fromSearchBtn=2&ckid=a4af28fe70d042a7°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01&curPage=2', '4': '/zhaopin/?init=-1&headckid=a4af28fe70d042a7&fromSearchBtn=2&ckid=a4af28fe70d042a7°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01&curPage=3', '5': '/zhaopin/?init=-1&headckid=a4af28fe70d042a7&fromSearchBtn=2&ckid=a4af28fe70d042a7°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01&curPage=4', '下一页': '/zhaopin/?init=-1&headckid=a4af28fe70d042a7&fromSearchBtn=2&ckid=a4af28fe70d042a7°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01&curPage=1', '': '/zhaopin/?init=-1&headckid=a4af28fe70d042a7&fromSearchBtn=2&ckid=a4af28fe70d042a7°radeFlag=0&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01&curPage=9'}\n"
     ]
    }
   ],
   "source": [
    "href_列表 = [x.xpath('//@href')[0] for x in r.html.xpath(xpath_翻页a)]\n",
    "#print (href_列表)\n",
    "\n",
    "文字_列表 = [x.text for x in r.html.xpath(xpath_翻页a)]\n",
    "#print (文字_列表)\n",
    "\n",
    "href_字典 = {x.text:x.xpath('//@href')[0]  for x in r.html.xpath(xpath_翻页a)}\n",
    "print (href_字典)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 参数模板生成_compTag,industries,key,curPage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 参数模板生成(compTag,industries,key,curPage ):\n",
    "    参数 = 参数模板.copy()\n",
    "    参数['compTag'] = compTag\n",
    "    参数['industries'] = industries\n",
    "    参数['key'] = key\n",
    "    参数['curPage']=curPage\n",
    "    return (参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'互联网/电商': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['040'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '游戏产业': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['420'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '计算机软件': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['010'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, 'IT服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['030'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '电子/芯片/半导体': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['050'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '通信业': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['060'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '计算机/网络设备': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['020'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '房地产/建筑': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['080'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '规划/设计/装潢': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['100'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '房地产服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['090'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '银行': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['130'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '保险': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['140'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '基金/证券/投资': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['150'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '会计/审计': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['430'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '信托/担保/拍卖': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['500'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '快消品': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['190'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '批发零售': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['240'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '服装纺织': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['200'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '家具/家电': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['210'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '办公设备': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['220'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '奢侈品/收藏品': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['460'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '珠宝/玩具/工艺品': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['470'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '汽车/摩托车': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['350'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '机械/机电/重工': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['360'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '印刷/包装/造纸': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['180'], 'ckid': ['a4af28fe70d042a7'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['41f50a78d15f51e6443ce15174448d01'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['41f50a78d15f51e6443ce15174448d01'], 'compTag': '155', 'key': ['设计'], 'curPage': [9]}, '原材料加工': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['a4af28fe70d042a7'], 'flushckid': ['1'], 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       "      <td>[industry_01]</td>\n",
       "      <td>[industry_01]</td>\n",
       "      <td>[industry_01]</td>\n",
       "      <td>[industry_01]</td>\n",
       "      <td>[industry_01]</td>\n",
       "      <td>[industry_01]</td>\n",
       "      <td>[industry_01]</td>\n",
       "      <td>...</td>\n",
       "      <td>[industry_01]</td>\n",
       "      <td>[industry_01]</td>\n",
       "      <td>[industry_01]</td>\n",
       "      <td>[industry_01]</td>\n",
       "      <td>[industry_01]</td>\n",
       "      <td>[industry_01]</td>\n",
       "      <td>[industry_01]</td>\n",
       "      <td>[industry_01]</td>\n",
       "      <td>[industry_01]</td>\n",
       "      <td>[industry_01]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>headckid</th>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>...</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>flushckid</th>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "      <td>...</td>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fromSearchBtn</th>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "      <td>...</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>industries</th>\n",
       "      <td>[040]</td>\n",
       "      <td>[420]</td>\n",
       "      <td>[010]</td>\n",
       "      <td>[030]</td>\n",
       "      <td>[050]</td>\n",
       "      <td>[060]</td>\n",
       "      <td>[020]</td>\n",
       "      <td>[080]</td>\n",
       "      <td>[100]</td>\n",
       "      <td>[090]</td>\n",
       "      <td>...</td>\n",
       "      <td>[510]</td>\n",
       "      <td>[070]</td>\n",
       "      <td>[170]</td>\n",
       "      <td>[380]</td>\n",
       "      <td>[250]</td>\n",
       "      <td>[160]</td>\n",
       "      <td>[480]</td>\n",
       "      <td>[390]</td>\n",
       "      <td>[410]</td>\n",
       "      <td>[400]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ckid</th>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>...</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "      <td>[a4af28fe70d042a7]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>siTag</th>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>...</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "      <td>[1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d_sfrom</th>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>...</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "      <td>[search_unknown]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d_ckId</th>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>...</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d_curPage</th>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "      <td>...</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[0]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d_pageSize</th>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "      <td>...</td>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "      <td>[40]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d_headId</th>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>...</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "      <td>[41f50a78d15f51e6443ce15174448d01]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>compTag</th>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>...</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "      <td>155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>key</th>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>...</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "      <td>[设计]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>curPage</th>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "      <td>...</td>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "      <td>[9]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16 rows × 51 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                        互联网/电商  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [040]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                          游戏产业  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [420]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                         计算机软件  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [010]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                          IT服务  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [030]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                     电子/芯片/半导体  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [050]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                           通信业  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [060]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                      计算机/网络设备  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [020]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                        房地产/建筑  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [080]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                      规划/设计/装潢  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [100]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                         房地产服务  ...  \\\n",
       "init                                                      [-1]  ...   \n",
       "industryType                                     [industry_01]  ...   \n",
       "headckid                                    [a4af28fe70d042a7]  ...   \n",
       "flushckid                                                  [1]  ...   \n",
       "fromSearchBtn                                              [2]  ...   \n",
       "industries                                               [090]  ...   \n",
       "ckid                                        [a4af28fe70d042a7]  ...   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]  ...   \n",
       "d_sfrom                                       [search_unknown]  ...   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]  ...   \n",
       "d_curPage                                                  [0]  ...   \n",
       "d_pageSize                                                [40]  ...   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]  ...   \n",
       "compTag                                                    155  ...   \n",
       "key                                                       [设计]  ...   \n",
       "curPage                                                    [9]  ...   \n",
       "\n",
       "                                                          租赁服务  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [510]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                      广告/市场/会展  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [070]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                          影视文化  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [170]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                          教育培训  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [380]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                      交通/物流/运输  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [250]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                        贸易/进出口  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [160]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                         航空/航天  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [480]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                       政务/公共服务  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [390]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                          农林牧渔  \\\n",
       "init                                                      [-1]   \n",
       "industryType                                     [industry_01]   \n",
       "headckid                                    [a4af28fe70d042a7]   \n",
       "flushckid                                                  [1]   \n",
       "fromSearchBtn                                              [2]   \n",
       "industries                                               [410]   \n",
       "ckid                                        [a4af28fe70d042a7]   \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]   \n",
       "d_sfrom                                       [search_unknown]   \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]   \n",
       "d_curPage                                                  [0]   \n",
       "d_pageSize                                                [40]   \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]   \n",
       "compTag                                                    155   \n",
       "key                                                       [设计]   \n",
       "curPage                                                    [9]   \n",
       "\n",
       "                                                          其他行业  \n",
       "init                                                      [-1]  \n",
       "industryType                                     [industry_01]  \n",
       "headckid                                    [a4af28fe70d042a7]  \n",
       "flushckid                                                  [1]  \n",
       "fromSearchBtn                                              [2]  \n",
       "industries                                               [400]  \n",
       "ckid                                        [a4af28fe70d042a7]  \n",
       "siTag          [1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw]  \n",
       "d_sfrom                                       [search_unknown]  \n",
       "d_ckId                      [41f50a78d15f51e6443ce15174448d01]  \n",
       "d_curPage                                                  [0]  \n",
       "d_pageSize                                                [40]  \n",
       "d_headId                    [41f50a78d15f51e6443ce15174448d01]  \n",
       "compTag                                                    155  \n",
       "key                                                       [设计]  \n",
       "curPage                                                    [9]  \n",
       "\n",
       "[16 rows x 51 columns]"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数_industries_用户体验 = { \n",
    "    i:参数模板生成(curPage = [i], \\\n",
    "                   key = ['设计'], \\\n",
    "                   industries=['industries'],\\\n",
    "                   compTag=['compTag'])\n",
    "\n",
    "    for i,v in href_字典.items()\\\n",
    "}\n",
    "# print (df_qs.curPage_int.min()) # 最小值只有1\n",
    "# print (df_qs.curPage_int.max()) # 最大值只有9\n",
    "参数_curPage\n",
    "\n",
    " \n",
    "参数_industries_用户体验 = { k:参数模板生成(compTag='155',industries = [v],key = ['设计'],curPage=[i] )for k,v in 字典_industries.items() } \n",
    "print(参数_industries_用户体验)\n",
    "s= pd.DataFrame(参数_industries_用户体验)\n",
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://www.liepin.com/zhaopin/?init=-1&industryType=industry_01&headckid=a4af28fe70d042a7&flushckid=1&fromSearchBtn=2&industries=040&ckid=a4af28fe70d042a7&siTag=1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=41f50a78d15f51e6443ce15174448d01&d_curPage=0&d_pageSize=40&d_headId=41f50a78d15f51e6443ce15174448d01&compTag=155&key=%E8%AE%BE%E8%AE%A1&curPage=9\n"
     ]
    }
   ],
   "source": [
    "payload = 参数_industries_用户体验['互联网/电商']\n",
    "r = session.get( url, params = payload)\n",
    "print(r.url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://www.liepin.com/zhaopin/\"\n",
    "xpath_翻页a = '//div[@class=\"pagerbar\"]/a[starts-with(@href,\"/zhaopin\")]'\n",
    "list_df = list()\n",
    "\n",
    "for k,v in 参数_industries_用户体验.items():\n",
    "    payload = v\n",
    "    df = requests_liepin(url, params = payload)\n",
    "    df = df.assign (公司类型 ='中国500强')\n",
    "    df = df.assign (行业分类 = k)\n",
    "    df = df.assign (curPage=i)\n",
    "    list_df.append(df)\n",
    "\n",
    "    \n",
    "df_all = pd.concat(list_df)\n",
    "df_all\n",
    "df_all.to_excel(\"liepin__中国500强设计人才需求现状.xlsx\", sheet_name=\"搜查结果\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 封装 requests_liepin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [],
   "source": [
    "def requests_liepin( url, params):\n",
    "    r = session.get( url , params = payload)\n",
    "    # 先取特定元素, 精准打击其子后辈\n",
    "    主要元素 = r.html.xpath( '//ul[@class=\"sojob-list\"]/li')\n",
    "\n",
    "    \n",
    "    # 作为xpath字典，键为我要抓的牛肉名称，值为xpath\n",
    "    dict_xpaths={ \n",
    "        'text': {\n",
    "            'edu':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]',\n",
    "            '经验':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]/following-sibling::span',\n",
    "            '薪水':    '//div[contains(@class,\"job-info\")]/p/span[@class=\"text-warning\"]', \n",
    "            '时间':    '//div[contains(@class,\"job-info\")]/p/time/@title', \n",
    "            '职称':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司地点': '//div[contains(@class,\"job-info\")]/p/a',\n",
    "            '公司名称': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        },\n",
    "        'text_content': {\n",
    "        },\n",
    "        'href': {\n",
    "            '链结':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司URL': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        }\n",
    "    }\n",
    "\n",
    "    def get_e_text_content(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [e.xpath(_xpath_)[0].lxml.text_content() for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_text(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [\"\".join([x.strip() if type(x) is str else x.text.strip() for x in e.xpath(_xpath_)]) for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_href(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [list(e.xpath(_xpath_, first=True).absolute_links)[0] \\\n",
    "                   if len(e.xpath(_xpath_, first=True).absolute_links) >= 1  \\\n",
    "                   else \"\" for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    # 只对主要元素下进行.xpath取值\n",
    "    数据字典 = dict()\n",
    "    数据字典 = {k:get_e_text_content(v) for k,v in dict_xpaths['text_content'].items()}\n",
    "    数据字典.update({k:get_e_text(v) for k,v in dict_xpaths['text'].items()})\n",
    "    数据字典.update({k:get_e_href(v) for k,v in dict_xpaths['href'].items()})\n",
    "\n",
    "    数据 = pd.DataFrame(数据字典)\n",
    "    #数据.to_excel(\"20春_Web数据挖掘_week03_liepin.xlsx\", sheet_name=\"搜查结果\")\n",
    "    return (数据)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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